Recent studies have shown that in addition to regulating the growth of tumor cells, cell cycle proteins can also regulate immune cells and factors in the tumor immune microenvironment (TIME), thus playing a role in regulating tumor immunity. This review summarizes the relevant mechanisms of cell cycle regulatory proteins in TIME regulation. The development of effective drugs against relevant therapeutic targets may be a hot research topic for the next generation of antitumor immunotherapy.